His spider sense is always on alert, though the only time it really blares like a klaxon is when someone is actively trying to hurt him. So it takes a few rounds of catch-that-criminal before Peter notices he's being tailed.

Again, he's not sensing danger, so he figures he'll ask, swinging around a corner and stopping on the side of a building, waiting for his mystery stalker to follow.